Overview

Brought to you by YData

Dataset statistics

Number of variables	30
Number of observations	6753
Missing cells	6752
Missing cells (%)	3.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.8 MiB
Average record size in memory	1.2 KiB

Variable types

Numeric	14
Text	9
DateTime	1
Boolean	3
Categorical	3

Alerts

`windows` has constant value "True"	Constant
`score_rank` has constant value "98.0"	Constant
`average_playtime_2weeks` is highly overall correlated with `median_playtime_2weeks`	High correlation
`average_playtime_forever` is highly overall correlated with `median_playtime_forever` and 4 other fields	High correlation
`estimated_owners` is highly overall correlated with `negative` and 3 other fields	High correlation
`linux` is highly overall correlated with `mac`	High correlation
`mac` is highly overall correlated with `linux`	High correlation
`median_playtime_2weeks` is highly overall correlated with `average_playtime_2weeks`	High correlation
`median_playtime_forever` is highly overall correlated with `average_playtime_forever` and 1 other fields	High correlation
`negative` is highly overall correlated with `average_playtime_forever` and 4 other fields	High correlation
`peak_ccu` is highly overall correlated with `average_playtime_forever` and 4 other fields	High correlation
`positive` is highly overall correlated with `average_playtime_forever` and 5 other fields	High correlation
`recommendations` is highly overall correlated with `average_playtime_forever` and 4 other fields	High correlation
`user_score` is highly imbalanced (99.8%)	Imbalance
`score_rank` has 6752 (> 99.9%) missing values	Missing
`dlc_count` is highly skewed (γ1 = 43.92994005)	Skewed
`achievements` is highly skewed (γ1 = 38.10498283)	Skewed
`recommendations` is highly skewed (γ1 = 52.43812356)	Skewed
`positive` is highly skewed (γ1 = 63.4901772)	Skewed
`negative` is highly skewed (γ1 = 65.41759188)	Skewed
`average_playtime_forever` is highly skewed (γ1 = 24.7584795)	Skewed
`average_playtime_2weeks` is highly skewed (γ1 = 42.83885539)	Skewed
`median_playtime_forever` is highly skewed (γ1 = 47.81752635)	Skewed
`median_playtime_2weeks` is highly skewed (γ1 = 41.35416374)	Skewed
`peak_ccu` is highly skewed (γ1 = 70.88276022)	Skewed
`item_id` has unique values	Unique
`required_age` has 6430 (95.2%) zeros	Zeros
`price` has 918 (13.6%) zeros	Zeros
`dlc_count` has 5082 (75.3%) zeros	Zeros
`metacritic_score` has 5140 (76.1%) zeros	Zeros
`achievements` has 2546 (37.7%) zeros	Zeros
`recommendations` has 3184 (47.1%) zeros	Zeros
`negative` has 89 (1.3%) zeros	Zeros
`average_playtime_forever` has 1878 (27.8%) zeros	Zeros
`average_playtime_2weeks` has 6377 (94.4%) zeros	Zeros
`median_playtime_forever` has 1878 (27.8%) zeros	Zeros
`median_playtime_2weeks` has 6377 (94.4%) zeros	Zeros
`peak_ccu` has 3386 (50.1%) zeros	Zeros

Reproduction

Analysis started	2025-11-11 17:57:19.265027
Analysis finished	2025-11-11 17:57:58.234657
Duration	38.97 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

item_id
Real number (ℝ)

Unique

Distinct	6753
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4305.8698

Minimum	0
Maximum	8522
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	518.6
Q1	2251
median	4318
Q3	6378
95-th percentile	8028.4
Maximum	8522
Range	8522
Interquartile range (IQR)	4127

Descriptive statistics

Standard deviation	2397.13
Coefficient of variation (CV)	0.55671214
Kurtosis	-1.1732042
Mean	4305.8698
Median Absolute Deviation (MAD)	2063
Skewness	-0.017508184
Sum	29077539
Variance	5746232.2
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8522	1	< 0.1%
8500	1	< 0.1%
8498	1	< 0.1%
8497	1	< 0.1%
8496	1	< 0.1%
8495	1	< 0.1%
8494	1	< 0.1%
8493	1	< 0.1%
8492	1	< 0.1%
8489	1	< 0.1%
Other values (6743)	6743	99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
16	1	< 0.1%
17	1	< 0.1%
19	1	< 0.1%
20	1	< 0.1%

Value	Count	Frequency (%)
8522	1	< 0.1%
8521	1	< 0.1%
8520	1	< 0.1%
8519	1	< 0.1%
8517	1	< 0.1%
8516	1	< 0.1%
8515	1	< 0.1%
8514	1	< 0.1%
8513	1	< 0.1%
8510	1	< 0.1%

item_name
Text

Distinct	6749
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	444.5 KiB

Length

Max length	81
Median length	57
Mean length	17.414779
Min length	1

Characters and Unicode

Total characters	117602
Distinct characters	120
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6745 ?
Unique (%)	99.9%

Sample

1st row	Counter-Strike
2nd row	Rag Doll Kung Fu
3rd row	Silo 2
4th row	Call of Duty: World at War
5th row	Runespell: Overture

Value	Count	Frequency (%)
the	1011	5.2%
of	767	4.0%
	345	1.8%
2	275	1.4%
edition	132	0.7%
a	131	0.7%
and	110	0.6%
war	89	0.5%
space	83	0.4%
3	83	0.4%
Other values (6986)	16297	84.3%

Most occurring characters

Value	Count	Frequency (%)
	12571	10.7%
e	10494	8.9%
a	7425	6.3%
o	6895	5.9%
r	6685	5.7%
i	6126	5.2%
n	5904	5.0%
t	5725	4.9%
s	4809	4.1%
l	4227	3.6%
Other values (110)	46741	39.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	117602	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	12571	10.7%
e	10494	8.9%
a	7425	6.3%
o	6895	5.9%
r	6685	5.7%
i	6126	5.2%
n	5904	5.0%
t	5725	4.9%
s	4809	4.1%
l	4227	3.6%
Other values (110)	46741	39.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	117602	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	12571	10.7%
e	10494	8.9%
a	7425	6.3%
o	6895	5.9%
r	6685	5.7%
i	6126	5.2%
n	5904	5.0%
t	5725	4.9%
s	4809	4.1%
l	4227	3.6%
Other values (110)	46741	39.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	117602	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	12571	10.7%
e	10494	8.9%
a	7425	6.3%
o	6895	5.9%
r	6685	5.7%
i	6126	5.2%
n	5904	5.0%
t	5725	4.9%
s	4809	4.1%
l	4227	3.6%
Other values (110)	46741	39.7%

release_date
Date

Distinct	1794
Distinct (%)	26.6%
Missing	0
Missing (%)	0.0%
Memory size	52.9 KiB

Minimum	1997-06-30 00:00:00
Maximum	2023-12-31 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

required_age
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.77994965

Minimum	0
Maximum	18
Zeros	6430
Zeros (%)	95.2%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	18
Range	18
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.5047574
Coefficient of variation (CV)	4.4935687
Kurtosis	16.782795
Mean	0.77994965
Median Absolute Deviation (MAD)	0
Skewness	4.3146755
Sum	5267
Variance	12.283324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6430	95.2%
17	201	3.0%
13	45	0.7%
18	43	0.6%
16	23	0.3%
10	4	0.1%
15	2	< 0.1%
14	2	< 0.1%
12	2	< 0.1%
1	1	< 0.1%

Value	Count	Frequency (%)
0	6430	95.2%
1	1	< 0.1%
10	4	0.1%
12	2	< 0.1%
13	45	0.7%
14	2	< 0.1%
15	2	< 0.1%
16	23	0.3%
17	201	3.0%
18	43	0.6%

Value	Count	Frequency (%)
18	43	0.6%
17	201	3.0%
16	23	0.3%
15	2	< 0.1%
14	2	< 0.1%
13	45	0.7%
12	2	< 0.1%
10	4	0.1%
1	1	< 0.1%
0	6430	95.2%

price
Real number (ℝ)

Zeros

Distinct	111
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7734962

Minimum	0
Maximum	299.9
Zeros	918
Zeros (%)	13.6%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.99
median	4.99
Q3	9.99
95-th percentile	19.99
Maximum	299.9
Range	299.9
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	8.6791528
Coefficient of variation (CV)	1.1165057
Kurtosis	198.02562
Mean	7.7734962
Median Absolute Deviation (MAD)	4.99
Skewness	7.5646708
Sum	52494.42
Variance	75.327692
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.99	1144	16.9%
4.99	954	14.1%
0	918	13.6%
14.99	502	7.4%
2.99	410	6.1%
19.99	363	5.4%
1.99	349	5.2%
0.99	315	4.7%
3.99	285	4.2%
6.99	249	3.7%
Other values (101)	1264	18.7%

Value	Count	Frequency (%)
0	918	13.6%
0.35	1	< 0.1%
0.49	24	0.4%
0.5	1	< 0.1%
0.51	19	0.3%
0.53	4	0.1%
0.54	18	0.3%
0.56	2	< 0.1%
0.59	15	0.2%
0.69	3	< 0.1%

Value	Count	Frequency (%)
299.9	1	< 0.1%
99.99	1	< 0.1%
79.99	3	< 0.1%
69.99	1	< 0.1%
59.99	13	0.2%
54.99	1	< 0.1%
49.99	12	0.2%
44.99	6	0.1%
39.99	35	0.5%
37.49	1	< 0.1%

dlc_count
Real number (ℝ)

Skewed Zeros

Distinct	50
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.97749149

Minimum	0
Maximum	579
Zeros	5082
Zeros (%)	75.3%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	579
Range	579
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.5056152
Coefficient of variation (CV)	9.7244993
Kurtosis	2358.9783
Mean	0.97749149
Median Absolute Deviation (MAD)	0
Skewness	43.92994
Sum	6601
Variance	90.356721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5082	75.3%
1	1013	15.0%
2	249	3.7%
3	107	1.6%
4	59	0.9%
5	45	0.7%
6	32	0.5%
8	20	0.3%
7	18	0.3%
9	17	0.3%
Other values (40)	111	1.6%

Value	Count	Frequency (%)
0	5082	75.3%
1	1013	15.0%
2	249	3.7%
3	107	1.6%
4	59	0.9%
5	45	0.7%
6	32	0.5%
7	18	0.3%
8	20	0.3%
9	17	0.3%

Value	Count	Frequency (%)
579	1	< 0.1%
343	1	< 0.1%
260	1	< 0.1%
97	1	< 0.1%
87	1	< 0.1%
79	1	< 0.1%
75	1	< 0.1%
61	1	< 0.1%
56	1	< 0.1%
50	1	< 0.1%

windows
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.7 KiB

True	6753

Value	Count	Frequency (%)
True	6753	100.0%

mac
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.7 KiB

False	3937
True	2816

Value	Count	Frequency (%)
False	3937	58.3%
True	2816	41.7%

linux
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.7 KiB

False	4716
True	2037

Value	Count	Frequency (%)
False	4716	69.8%
True	2037	30.2%

metacritic_score
Real number (ℝ)

Zeros

Distinct	68
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.043536

Minimum	0
Maximum	96
Zeros	5140
Zeros (%)	76.1%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	80
Maximum	96
Range	96
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	30.889703
Coefficient of variation (CV)	1.8123999
Kurtosis	-0.13438447
Mean	17.043536
Median Absolute Deviation (MAD)	0
Skewness	1.3200352
Sum	115095
Variance	954.17376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5140	76.1%
75	75	1.1%
73	71	1.1%
72	70	1.0%
80	70	1.0%
70	66	1.0%
77	64	0.9%
76	62	0.9%
74	61	0.9%
68	61	0.9%
Other values (58)	1013	15.0%

Value	Count	Frequency (%)
0	5140	76.1%
20	1	< 0.1%
29	1	< 0.1%
32	2	< 0.1%
33	1	< 0.1%
34	1	< 0.1%
35	2	< 0.1%
36	1	< 0.1%
37	2	< 0.1%
38	3	< 0.1%

Value	Count	Frequency (%)
96	3	< 0.1%
95	1	< 0.1%
94	2	< 0.1%
93	3	< 0.1%
92	4	0.1%
91	13	0.2%
90	12	0.2%
89	12	0.2%
88	17	0.3%
87	27	0.4%

achievements
Real number (ℝ)

Skewed Zeros

Distinct	197
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.017178

Minimum	0
Maximum	5000
Zeros	2546
Zeros (%)	37.7%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	12
Q3	29
95-th percentile	65.4
Maximum	5000
Range	5000
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	98.989708
Coefficient of variation (CV)	4.3006884
Kurtosis	1794.0917
Mean	23.017178
Median Absolute Deviation (MAD)	12
Skewness	38.104983
Sum	155435
Variance	9798.9624
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2546	37.7%
12	184	2.7%
20	165	2.4%
10	150	2.2%
15	143	2.1%
13	133	2.0%
14	117	1.7%
16	116	1.7%
30	115	1.7%
25	109	1.6%
Other values (187)	2975	44.1%

Value	Count	Frequency (%)
0	2546	37.7%
1	41	0.6%
2	13	0.2%
3	22	0.3%
4	33	0.5%
5	47	0.7%
6	65	1.0%
7	61	0.9%
8	91	1.3%
9	88	1.3%

Value	Count	Frequency (%)
5000	1	< 0.1%
4820	1	< 0.1%
1782	1	< 0.1%
1502	1	< 0.1%
1287	1	< 0.1%
1095	1	< 0.1%
1079	1	< 0.1%
849	1	< 0.1%
709	2	< 0.1%
637	1	< 0.1%

recommendations
Real number (ℝ)

High correlation Skewed Zeros

Distinct	1766
Distinct (%)	26.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3472.0179

Minimum	0
Maximum	3441592
Zeros	3184
Zeros (%)	47.1%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	117
Q3	487
95-th percentile	7106.4
Maximum	3441592
Range	3441592
Interquartile range (IQR)	487

Descriptive statistics

Standard deviation	49994.831
Coefficient of variation (CV)	14.399358
Kurtosis	3393.2397
Mean	3472.0179
Median Absolute Deviation (MAD)	117
Skewness	52.438124
Sum	23446537
Variance	2.4994831 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3184	47.1%
109	20	0.3%
158	18	0.3%
146	17	0.3%
135	17	0.3%
127	16	0.2%
115	15	0.2%
122	15	0.2%
121	14	0.2%
107	13	0.2%
Other values (1756)	3424	50.7%

Value	Count	Frequency (%)
0	3184	47.1%
101	13	0.2%
102	7	0.1%
103	8	0.1%
104	9	0.1%
105	11	0.2%
106	13	0.2%
107	13	0.2%
108	8	0.1%
109	20	0.3%

Value	Count	Frequency (%)
3441592	1	< 0.1%
1247051	1	< 0.1%
783469	1	< 0.1%
725462	1	< 0.1%
655687	1	< 0.1%
457367	1	< 0.1%
435328	1	< 0.1%
430887	1	< 0.1%
408579	1	< 0.1%
375054	1	< 0.1%

supported_languages
Text

Distinct	1524
Distinct (%)	22.6%
Missing	0
Missing (%)	0.0%
Memory size	624.2 KiB

Length

Max length	379
Median length	11
Mean length	45.626684
Min length	2

Characters and Unicode

Total characters	308117
Distinct characters	55
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1292 ?
Unique (%)	19.1%

Sample

1st row	['English', 'French', 'German', 'Italian', 'Spanish - Spain', 'Simplified Chinese', 'Traditional Chinese', 'Korean']
2nd row	['English']
3rd row	['English']
4th row	['English', 'French', 'Italian', 'German', 'Spanish - Spain']
5th row	['English']

Value	Count	Frequency (%)
english	6733	21.1%
	3027	9.5%
german	2423	7.6%
french	2269	7.1%
spanish	2161	6.8%
spain	2092	6.5%
italian	1747	5.5%
russian	1721	5.4%
portuguese	1282	4.0%
chinese	1181	3.7%
Other values (40)	7316	22.9%

Most occurring characters

Value	Count	Frequency (%)
'	49288	16.0%
	25200	8.2%
n	24104	7.8%
i	22771	7.4%
a	17944	5.8%
,	17896	5.8%
s	17577	5.7%
h	14976	4.9%
e	13978	4.5%
l	11490	3.7%
Other values (45)	92893	30.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	308117	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	49288	16.0%
	25200	8.2%
n	24104	7.8%
i	22771	7.4%
a	17944	5.8%
,	17896	5.8%
s	17577	5.7%
h	14976	4.9%
e	13978	4.5%
l	11490	3.7%
Other values (45)	92893	30.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	308117	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	49288	16.0%
	25200	8.2%
n	24104	7.8%
i	22771	7.4%
a	17944	5.8%
,	17896	5.8%
s	17577	5.7%
h	14976	4.9%
e	13978	4.5%
l	11490	3.7%
Other values (45)	92893	30.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	308117	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	49288	16.0%
	25200	8.2%
n	24104	7.8%
i	22771	7.4%
a	17944	5.8%
,	17896	5.8%
s	17577	5.7%
h	14976	4.9%
e	13978	4.5%
l	11490	3.7%
Other values (45)	92893	30.1%

full_audio_languages
Text

Distinct	380
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Memory size	413.6 KiB

Length

Max length	379
Median length	2
Mean length	13.700281
Min length	2

Characters and Unicode

Total characters	92518
Distinct characters	48
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	277 ?
Unique (%)	4.1%

Sample

1st row	['English', 'French', 'German', 'Italian', 'Spanish - Spain', 'Simplified Chinese', 'Traditional Chinese', 'Korean']
2nd row	[]
3rd row	[]
4th row	[]
5th row	[]

Value	Count	Frequency (%)
	4114	34.1%
english	3161	26.2%
german	534	4.4%
russian	498	4.1%
spanish	455	3.8%
spain	434	3.6%
french	409	3.4%
chinese	352	2.9%
italian	260	2.2%
japanese	234	1.9%
Other values (28)	1614	13.4%

Most occurring characters

Value	Count	Frequency (%)
'	13912	15.0%
n	6952	7.5%
i	6947	7.5%
[	6767	7.3%
]	6767	7.3%
s	5816	6.3%
	5312	5.7%
h	4891	5.3%
l	4136	4.5%
a	3863	4.2%
Other values (38)	27155	29.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	92518	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	13912	15.0%
n	6952	7.5%
i	6947	7.5%
[	6767	7.3%
]	6767	7.3%
s	5816	6.3%
	5312	5.7%
h	4891	5.3%
l	4136	4.5%
a	3863	4.2%
Other values (38)	27155	29.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	92518	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	13912	15.0%
n	6952	7.5%
i	6947	7.5%
[	6767	7.3%
]	6767	7.3%
s	5816	6.3%
	5312	5.7%
h	4891	5.3%
l	4136	4.5%
a	3863	4.2%
Other values (38)	27155	29.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	92518	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	13912	15.0%
n	6952	7.5%
i	6947	7.5%
[	6767	7.3%
]	6767	7.3%
s	5816	6.3%
	5312	5.7%
h	4891	5.3%
l	4136	4.5%
a	3863	4.2%
Other values (38)	27155	29.4%

packages
Text

Distinct	5904
Distinct (%)	87.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

Length

Max length	3118
Median length	725
Mean length	149.50141
Min length	2

Characters and Unicode

Total characters	1009583
Distinct characters	152
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5901 ?
Unique (%)	87.4%

Sample

1st row	[{'title': 'Buy Counter-Strike', 'description': '', 'subs': [{'text': 'Counter-Strike: Condition Zero - $9.99', 'description': '', 'price': 9.99}, {'text': 'Counter-Strike - Commercial License - $9.99', 'description': '', 'price': 9.99}]}]
2nd row	[{'title': 'Buy Rag Doll Kung Fu', 'description': '', 'subs': [{'text': 'Rag Doll Kung Fu - $0.99', 'description': '', 'price': 0.99}]}]
3rd row	[{'title': 'Buy Silo 2', 'description': '', 'subs': [{'text': 'Silo 2 - $59.99', 'description': '', 'price': 59.99}]}]
4th row	[{'title': 'Buy Call of Duty: World at War', 'description': '', 'subs': [{'text': 'Call of Duty: World at War - $19.99', 'description': '', 'price': 19.99}]}]
5th row	[{'title': 'Buy Runespell: Overture', 'description': '', 'subs': [{'text': 'Runespell: Overture - $9.99', 'description': '', 'price': 9.99}]}]

Value	Count	Frequency (%)
	23333	18.0%
description	13669	10.5%
price	7690	5.9%
text	7686	5.9%
title	5983	4.6%
subs	5983	4.6%
buy	5978	4.6%
9.99	2741	2.1%
4.99	2161	1.7%
the	2073	1.6%
Other values (6968)	52677	40.5%

Most occurring characters

Value	Count	Frequency (%)
'	136052	13.5%
	123230	12.2%
e	59612	5.9%
i	55931	5.5%
t	54610	5.4%
:	43386	4.3%
s	36767	3.6%
r	36662	3.6%
9	36531	3.6%
o	30103	3.0%
Other values (142)	396699	39.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1009583	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	136052	13.5%
	123230	12.2%
e	59612	5.9%
i	55931	5.5%
t	54610	5.4%
:	43386	4.3%
s	36767	3.6%
r	36662	3.6%
9	36531	3.6%
o	30103	3.0%
Other values (142)	396699	39.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1009583	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	136052	13.5%
	123230	12.2%
e	59612	5.9%
i	55931	5.5%
t	54610	5.4%
:	43386	4.3%
s	36767	3.6%
r	36662	3.6%
9	36531	3.6%
o	30103	3.0%
Other values (142)	396699	39.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1009583	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	136052	13.5%
	123230	12.2%
e	59612	5.9%
i	55931	5.5%
t	54610	5.4%
:	43386	4.3%
s	36767	3.6%
r	36662	3.6%
9	36531	3.6%
o	30103	3.0%
Other values (142)	396699	39.3%

developers
Text

Distinct	4728
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Memory size	456.1 KiB

Length

Max length	215
Median length	89
Mean length	19.681327
Min length	2

Characters and Unicode

Total characters	132908
Distinct characters	162
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3807 ?
Unique (%)	56.4%

Sample

1st row	['Valve']
2nd row	['Mark Healey']
3rd row	['Nevercenter Ltd. Co.']
4th row	['Treyarch']
5th row	['Mystic Box']

Value	Count	Frequency (%)
games	1411	9.3%
studios	593	3.9%
entertainment	297	2.0%
studio	296	1.9%
software	234	1.5%
inc	233	1.5%
ltd	204	1.3%
interactive	186	1.2%
llc	166	1.1%
game	92	0.6%
Other values (5652)	11482	75.6%

Most occurring characters

Value	Count	Frequency (%)
'	14612	11.0%
e	9280	7.0%
	8444	6.4%
a	7932	6.0%
]	6758	5.1%
[	6758	5.1%
i	6278	4.7%
t	6184	4.7%
o	6157	4.6%
n	5332	4.0%
Other values (152)	55173	41.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	132908	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	14612	11.0%
e	9280	7.0%
	8444	6.4%
a	7932	6.0%
]	6758	5.1%
[	6758	5.1%
i	6278	4.7%
t	6184	4.7%
o	6157	4.6%
n	5332	4.0%
Other values (152)	55173	41.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	132908	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	14612	11.0%
e	9280	7.0%
	8444	6.4%
a	7932	6.0%
]	6758	5.1%
[	6758	5.1%
i	6278	4.7%
t	6184	4.7%
o	6157	4.6%
n	5332	4.0%
Other values (152)	55173	41.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	132908	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	14612	11.0%
e	9280	7.0%
	8444	6.4%
a	7932	6.0%
]	6758	5.1%
[	6758	5.1%
i	6278	4.7%
t	6184	4.7%
o	6157	4.6%
n	5332	4.0%
Other values (152)	55173	41.5%

publishers
Text

Distinct	3603
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Memory size	449.8 KiB

Length

Max length	90
Median length	64
Mean length	18.956316
Min length	4

Characters and Unicode

Total characters	128012
Distinct characters	119
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2830 ?
Unique (%)	41.9%

Sample

1st row	['Valve']
2nd row	['Mark Healey']
3rd row	['Nevercenter Ltd. Co.']
4th row	['Activision']
5th row	['Mystic Box']

Value	Count	Frequency (%)
games	1233	8.5%
studios	445	3.1%
entertainment	425	2.9%
ltd	289	2.0%
interactive	250	1.7%
inc	227	1.6%
digital	200	1.4%
llc	178	1.2%
studio	177	1.2%
software	142	1.0%
Other values (4163)	11003	75.5%

Most occurring characters

Value	Count	Frequency (%)
'	14057	11.0%
e	8916	7.0%
	7819	6.1%
a	7181	5.6%
[	6754	5.3%
]	6754	5.3%
i	6648	5.2%
t	6418	5.0%
n	5389	4.2%
o	5194	4.1%
Other values (109)	52882	41.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	128012	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	14057	11.0%
e	8916	7.0%
	7819	6.1%
a	7181	5.6%
[	6754	5.3%
]	6754	5.3%
i	6648	5.2%
t	6418	5.0%
n	5389	4.2%
o	5194	4.1%
Other values (109)	52882	41.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	128012	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	14057	11.0%
e	8916	7.0%
	7819	6.1%
a	7181	5.6%
[	6754	5.3%
]	6754	5.3%
i	6648	5.2%
t	6418	5.0%
n	5389	4.2%
o	5194	4.1%
Other values (109)	52882	41.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	128012	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	14057	11.0%
e	8916	7.0%
	7819	6.1%
a	7181	5.6%
[	6754	5.3%
]	6754	5.3%
i	6648	5.2%
t	6418	5.0%
n	5389	4.2%
o	5194	4.1%
Other values (109)	52882	41.3%

categories
Text

Distinct	1636
Distinct (%)	24.2%
Missing	0
Missing (%)	0.0%
Memory size	914.6 KiB

Length

Max length	415
Median length	327
Mean length	89.661632
Min length	2

Characters and Unicode

Total characters	605485
Distinct characters	49
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1184 ?
Unique (%)	17.5%

Sample

1st row	['Multi-player', 'PvP', 'Online PvP', 'Shared/Split Screen PvP', 'Valve Anti-Cheat enabled']
2nd row	['Single-player', 'Multi-player']
3rd row	[]
4th row	['Single-player', 'Multi-player', 'Co-op']
5th row	['Single-player', 'Steam Achievements', 'Steam Cloud', 'Stats', 'Steam Leaderboards']

Value	Count	Frequency (%)
steam	11677	19.2%
single-player	6377	10.5%
achievements	4012	6.6%
trading	3600	5.9%
cards	3600	5.9%
support	3245	5.3%
controller	3105	5.1%
cloud	2437	4.0%
multi-player	1966	3.2%
full	1853	3.0%
Other values (45)	19059	31.3%

Most occurring characters

Value	Count	Frequency (%)
'	60966	10.1%
e	56454	9.3%
	54178	8.9%
a	38485	6.4%
l	37515	6.2%
r	33995	5.6%
t	32202	5.3%
,	23789	3.9%
S	23470	3.9%
o	21931	3.6%
Other values (39)	222500	36.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	605485	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	60966	10.1%
e	56454	9.3%
	54178	8.9%
a	38485	6.4%
l	37515	6.2%
r	33995	5.6%
t	32202	5.3%
,	23789	3.9%
S	23470	3.9%
o	21931	3.6%
Other values (39)	222500	36.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	605485	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	60966	10.1%
e	56454	9.3%
	54178	8.9%
a	38485	6.4%
l	37515	6.2%
r	33995	5.6%
t	32202	5.3%
,	23789	3.9%
S	23470	3.9%
o	21931	3.6%
Other values (39)	222500	36.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	605485	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	60966	10.1%
e	56454	9.3%
	54178	8.9%
a	38485	6.4%
l	37515	6.2%
r	33995	5.6%
t	32202	5.3%
,	23789	3.9%
S	23470	3.9%
o	21931	3.6%
Other values (39)	222500	36.7%

genres
Text

Distinct	539
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Memory size	507.9 KiB

Length

Max length	171
Median length	106
Mean length	27.995409
Min length	2

Characters and Unicode

Total characters	189053
Distinct characters	44
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	248 ?
Unique (%)	3.7%

Sample

1st row	['Action']
2nd row	['Indie']
3rd row	['Animation & Modeling']
4th row	['Action']
5th row	['Adventure', 'Indie', 'RPG']

Value	Count	Frequency (%)
indie	4505	23.9%
action	3037	16.1%
adventure	2331	12.3%
casual	1899	10.1%
strategy	1560	8.3%
rpg	1227	6.5%
simulation	1151	6.1%
free	414	2.2%
to	414	2.2%
play	414	2.2%
Other values (29)	1933	10.2%

Most occurring characters

Value	Count	Frequency (%)
'	34708	18.4%
e	12442	6.6%
	12132	6.4%
n	11555	6.1%
i	10947	5.8%
t	10815	5.7%
,	10609	5.6%
a	7982	4.2%
d	6937	3.7%
]	6753	3.6%
Other values (34)	64173	33.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	189053	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	34708	18.4%
e	12442	6.6%
	12132	6.4%
n	11555	6.1%
i	10947	5.8%
t	10815	5.7%
,	10609	5.6%
a	7982	4.2%
d	6937	3.7%
]	6753	3.6%
Other values (34)	64173	33.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	189053	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	34708	18.4%
e	12442	6.6%
	12132	6.4%
n	11555	6.1%
i	10947	5.8%
t	10815	5.7%
,	10609	5.6%
a	7982	4.2%
d	6937	3.7%
]	6753	3.6%
Other values (34)	64173	33.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	189053	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	34708	18.4%
e	12442	6.6%
	12132	6.4%
n	11555	6.1%
i	10947	5.8%
t	10815	5.7%
,	10609	5.6%
a	7982	4.2%
d	6937	3.7%
]	6753	3.6%
Other values (34)	64173	33.9%

movies
Text

Distinct	5942
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Length

Max length	3823
Median length	3465
Mean length	119.23441
Min length	2

Characters and Unicode

Total characters	805190
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5938 ?
Unique (%)	87.9%

Sample

1st row	[]
2nd row	[]
3rd row	[]
4th row	['http://cdn.akamai.steamstatic.com/steam/apps/5147/movie_max.mp4?t=1480110865', 'http://cdn.akamai.steamstatic.com/steam/apps/5253/movie_max.mp4?t=1480110878', 'http://cdn.akamai.steamstatic.com/steam/apps/5254/movie_max.mp4?t=1480110891']
5th row	[]

Value	Count	Frequency (%)
	808	7.8%
http://cdn.akamai.steamstatic.com/steam/apps/5968/movie_max.mp4?t=1447353615	4	< 0.1%
http://cdn.akamai.steamstatic.com/steam/apps/2028840/movie_max.mp4?t=1447358166	2	< 0.1%
http://cdn.akamai.steamstatic.com/steam/apps/2037631/movie_max.mp4?t=1447370276	2	< 0.1%
http://cdn.akamai.steamstatic.com/steam/apps/2037070/movie_max.mp4?t=1447368787	2	< 0.1%
http://cdn.akamai.steamstatic.com/steam/apps/5952/movie_max.mp4?t=1447353587	2	< 0.1%
http://cdn.akamai.steamstatic.com/steam/apps/256846287/movie_max.mp4?t=1628647552	1	< 0.1%
http://cdn.akamai.steamstatic.com/steam/apps/256809871/movie_max.mp4?t=1605634662	1	< 0.1%
http://cdn.akamai.steamstatic.com/steam/apps/256808857/movie_max.mp4?t=1604995538	1	< 0.1%
http://cdn.akamai.steamstatic.com/steam/apps/256793430/movie_max.mp4?t=1595322248	1	< 0.1%
Other values (9547)	9547	92.1%

Most occurring characters

Value	Count	Frequency (%)
a	76504	9.5%
t	66941	8.3%
m	66941	8.3%
/	57378	7.1%
p	38252	4.8%
s	38252	4.8%
.	38252	4.8%
4	32028	4.0%
e	28689	3.6%
i	28689	3.6%
Other values (26)	333264	41.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	805190	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	76504	9.5%
t	66941	8.3%
m	66941	8.3%
/	57378	7.1%
p	38252	4.8%
s	38252	4.8%
.	38252	4.8%
4	32028	4.0%
e	28689	3.6%
i	28689	3.6%
Other values (26)	333264	41.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	805190	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	76504	9.5%
t	66941	8.3%
m	66941	8.3%
/	57378	7.1%
p	38252	4.8%
s	38252	4.8%
.	38252	4.8%
4	32028	4.0%
e	28689	3.6%
i	28689	3.6%
Other values (26)	333264	41.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	805190	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	76504	9.5%
t	66941	8.3%
m	66941	8.3%
/	57378	7.1%
p	38252	4.8%
s	38252	4.8%
.	38252	4.8%
4	32028	4.0%
e	28689	3.6%
i	28689	3.6%
Other values (26)	333264	41.4%

user_score
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.9 KiB

0	6752
59	1

Length

Max length	2
Median length	1
Mean length	1.0001481
Min length	1

Characters and Unicode

Total characters	6754
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	6752	> 99.9%
59	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6752	> 99.9%
59	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	6752	> 99.9%
5	1	< 0.1%
9	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6754	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6752	> 99.9%
5	1	< 0.1%
9	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6754	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6752	> 99.9%
5	1	< 0.1%
9	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6754	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6752	> 99.9%
5	1	< 0.1%
9	1	< 0.1%

score_rank
Categorical

Constant Missing

Distinct	1
Distinct (%)	100.0%
Missing	6752
Missing (%)	> 99.9%
Memory size	369.4 KiB

98.0	1

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	4
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	100.0%

Sample

1st row	98.0

Common Values

Value	Count	Frequency (%)
98.0	1	< 0.1%
(Missing)	6752	> 99.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
98.0	1	100.0%

Most occurring characters

Value	Count	Frequency (%)
9	1	25.0%
8	1	25.0%
.	1	25.0%
0	1	25.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
9	1	25.0%
8	1	25.0%
.	1	25.0%
0	1	25.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
9	1	25.0%
8	1	25.0%
.	1	25.0%
0	1	25.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
9	1	25.0%
8	1	25.0%
.	1	25.0%
0	1	25.0%

positive
Real number (ℝ)

High correlation Skewed

Distinct	2112
Distinct (%)	31.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4775.154

Minimum	0
Maximum	5764420
Zeros	64
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	44
median	167
Q3	702
95-th percentile	9735.2
Maximum	5764420
Range	5764420
Interquartile range (IQR)	658

Descriptive statistics

Standard deviation	76996.192
Coefficient of variation (CV)	16.124337
Kurtosis	4655.0652
Mean	4775.154
Median Absolute Deviation (MAD)	146
Skewness	63.490177
Sum	32246615
Variance	5.9284136 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64	0.9%
18	63	0.9%
6	53	0.8%
22	50	0.7%
13	49	0.7%
32	49	0.7%
15	45	0.7%
9	44	0.7%
37	43	0.6%
10	43	0.6%
Other values (2102)	6250	92.6%

Value	Count	Frequency (%)
0	64	0.9%
1	18	0.3%
2	22	0.3%
3	28	0.4%
4	35	0.5%
5	32	0.5%
6	53	0.8%
7	37	0.5%
8	32	0.5%
9	44	0.7%

Value	Count	Frequency (%)
5764420	1	< 0.1%
1171197	1	< 0.1%
964983	1	< 0.1%
822326	1	< 0.1%
703687	1	< 0.1%
619457	1	< 0.1%
548047	1	< 0.1%
520826	1	< 0.1%
475785	1	< 0.1%
461567	1	< 0.1%

negative
Real number (ℝ)

High correlation Skewed Zeros

Distinct	1209
Distinct (%)	17.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	632.41818

Minimum	0
Maximum	766677
Zeros	89
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	20
median	61
Q3	198
95-th percentile	1657
Maximum	766677
Range	766677
Interquartile range (IQR)	178

Descriptive statistics

Standard deviation	10159.634
Coefficient of variation (CV)	16.064741
Kurtosis	4820.1986
Mean	632.41818
Median Absolute Deviation (MAD)	51
Skewness	65.417592
Sum	4270720
Variance	1.0321817 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	104	1.5%
7	100	1.5%
12	99	1.5%
3	96	1.4%
8	95	1.4%
11	95	1.4%
9	95	1.4%
4	90	1.3%
13	90	1.3%
0	89	1.3%
Other values (1199)	5800	85.9%

Value	Count	Frequency (%)
0	89	1.3%
1	56	0.8%
2	71	1.1%
3	96	1.4%
4	90	1.3%
5	104	1.5%
6	87	1.3%
7	100	1.5%
8	95	1.4%
9	95	1.4%

Value	Count	Frequency (%)
766677	1	< 0.1%
210154	1	< 0.1%
108223	1	< 0.1%
98701	1	< 0.1%
89537	1	< 0.1%
67506	1	< 0.1%
62574	1	< 0.1%
57094	1	< 0.1%
53135	1	< 0.1%
48241	1	< 0.1%

estimated_owners
Categorical

High correlation

Distinct	13
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	407.8 KiB

0 - 20000	1927
20000 - 50000	1476
50000 - 100000	964
200000 - 500000	817
100000 - 200000	790
Other values (8)	779

Length

Max length	20
Median length	19
Mean length	12.814157
Min length	5

Characters and Unicode

Total characters	86534
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	10000000 - 20000000
2nd row	20000 - 50000
3rd row	0 - 20000
4th row	2000000 - 5000000
5th row	50000 - 100000

Common Values

Value	Count	Frequency (%)
0 - 20000	1927	28.5%
20000 - 50000	1476	21.9%
50000 - 100000	964	14.3%
200000 - 500000	817	12.1%
100000 - 200000	790	11.7%
500000 - 1000000	355	5.3%
1000000 - 2000000	172	2.5%
2000000 - 5000000	133	2.0%
0 - 0	49	0.7%
5000000 - 10000000	39	0.6%
Other values (3)	31	0.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	6753	33.3%
20000	3403	16.8%
50000	2440	12.0%
0	2025	10.0%
100000	1754	8.7%
200000	1607	7.9%
500000	1172	5.8%
1000000	527	2.6%
2000000	305	1.5%
5000000	172	0.8%
Other values (4)	101	0.5%

Most occurring characters

Value	Count	Frequency (%)
0	54794	63.3%
	13506	15.6%
-	6753	7.8%
2	5345	6.2%
5	3796	4.4%
1	2340	2.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	86534	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	54794	63.3%
	13506	15.6%
-	6753	7.8%
2	5345	6.2%
5	3796	4.4%
1	2340	2.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	86534	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	54794	63.3%
	13506	15.6%
-	6753	7.8%
2	5345	6.2%
5	3796	4.4%
1	2340	2.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	86534	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	54794	63.3%
	13506	15.6%
-	6753	7.8%
2	5345	6.2%
5	3796	4.4%
1	2340	2.7%

average_playtime_forever
Real number (ℝ)

High correlation Skewed Zeros

Distinct	1109
Distinct (%)	16.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	361.82097

Minimum	0
Maximum	68357
Zeros	1878
Zeros (%)	27.8%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	132
Q3	274
95-th percentile	1172.2
Maximum	68357
Range	68357
Interquartile range (IQR)	274

Descriptive statistics

Standard deviation	1697.0608
Coefficient of variation (CV)	4.690333
Kurtosis	856.90275
Mean	361.82097
Median Absolute Deviation (MAD)	132
Skewness	24.75848
Sum	2443377
Variance	2880015.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1878	27.8%
1	79	1.2%
2	31	0.5%
4	30	0.4%
9	29	0.4%
11	29	0.4%
3	28	0.4%
6	27	0.4%
7	26	0.4%
18	26	0.4%
Other values (1099)	4570	67.7%

Value	Count	Frequency (%)
0	1878	27.8%
1	79	1.2%
2	31	0.5%
3	28	0.4%
4	30	0.4%
5	25	0.4%
6	27	0.4%
7	26	0.4%
8	22	0.3%
9	29	0.4%

Value	Count	Frequency (%)
68357	1	< 0.1%
68159	1	< 0.1%
42773	1	< 0.1%
30484	1	< 0.1%
27080	1	< 0.1%
26827	1	< 0.1%
17158	1	< 0.1%
16623	1	< 0.1%
15317	1	< 0.1%
14696	1	< 0.1%

average_playtime_2weeks
Real number (ℝ)

High correlation Skewed Zeros

Distinct	245
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.567007

Minimum	0
Maximum	19159
Zeros	6377
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	19159
Range	19159
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	309.24655
Coefficient of variation (CV)	13.703481
Kurtosis	2373.6299
Mean	22.567007
Median Absolute Deviation (MAD)	0
Skewness	42.838855
Sum	152395
Variance	95633.427
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6377	94.4%
1	22	0.3%
3	11	0.2%
11	6	0.1%
18	5	0.1%
4	5	0.1%
12	5	0.1%
54	4	0.1%
40	4	0.1%
2	4	0.1%
Other values (235)	310	4.6%

Value	Count	Frequency (%)
0	6377	94.4%
1	22	0.3%
2	4	0.1%
3	11	0.2%
4	5	0.1%
5	4	0.1%
6	4	0.1%
7	3	< 0.1%
8	2	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
19159	1	< 0.1%
10012	1	< 0.1%
6700	1	< 0.1%
3169	1	< 0.1%
3102	1	< 0.1%
2970	1	< 0.1%
2969	1	< 0.1%
2535	1	< 0.1%
2526	1	< 0.1%
2297	1	< 0.1%

median_playtime_forever
Real number (ℝ)

High correlation Skewed Zeros

Distinct	940
Distinct (%)	13.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	295.92788

Minimum	0
Maximum	136629
Zeros	1878
Zeros (%)	27.8%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	124
Q3	261
95-th percentile	754.4
Maximum	136629
Range	136629
Interquartile range (IQR)	261

Descriptive statistics

Standard deviation	2521.4428
Coefficient of variation (CV)	8.5204636
Kurtosis	2533.6442
Mean	295.92788
Median Absolute Deviation (MAD)	124
Skewness	47.817526
Sum	1998401
Variance	6357673.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1878	27.8%
1	78	1.2%
11	35	0.5%
3	32	0.5%
212	30	0.4%
4	29	0.4%
9	29	0.4%
229	28	0.4%
220	27	0.4%
2	27	0.4%
Other values (930)	4560	67.5%

Value	Count	Frequency (%)
0	1878	27.8%
1	78	1.2%
2	27	0.4%
3	32	0.5%
4	29	0.4%
5	26	0.4%
6	20	0.3%
7	25	0.4%
8	26	0.4%
9	29	0.4%

Value	Count	Frequency (%)
136629	1	< 0.1%
136291	1	< 0.1%
42773	1	< 0.1%
26827	1	< 0.1%
21035	1	< 0.1%
16721	1	< 0.1%
13218	1	< 0.1%
12751	1	< 0.1%
12044	1	< 0.1%
10561	1	< 0.1%

median_playtime_2weeks
Real number (ℝ)

High correlation Skewed Zeros

Distinct	238
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.168666

Minimum	0
Maximum	19159
Zeros	6377
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	19159
Range	19159
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	315.68733
Coefficient of variation (CV)	14.240249
Kurtosis	2206.4398
Mean	22.168666
Median Absolute Deviation (MAD)	0
Skewness	41.354164
Sum	149705
Variance	99658.489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6377	94.4%
1	22	0.3%
3	11	0.2%
5	5	0.1%
64	4	0.1%
40	4	0.1%
2	4	0.1%
4	4	0.1%
13	4	0.1%
11	4	0.1%
Other values (228)	314	4.6%

Value	Count	Frequency (%)
0	6377	94.4%
1	22	0.3%
2	4	0.1%
3	11	0.2%
4	4	0.1%
5	5	0.1%
6	4	0.1%
7	3	< 0.1%
8	2	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
19159	1	< 0.1%
10012	1	< 0.1%
6700	1	< 0.1%
5503	1	< 0.1%
5030	1	< 0.1%
3292	1	< 0.1%
2970	1	< 0.1%
2969	1	< 0.1%
2526	1	< 0.1%
2297	1	< 0.1%

peak_ccu
Real number (ℝ)

High correlation Skewed Zeros

Distinct	424
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	347.25485

Minimum	0
Maximum	825215
Zeros	3386
Zeros (%)	50.1%
Negative	0
Negative (%)	0.0%
Memory size	52.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	149.4
Maximum	825215
Range	825215
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	10595.642
Coefficient of variation (CV)	30.512581
Kurtosis	5454.3353
Mean	347.25485
Median Absolute Deviation (MAD)	0
Skewness	70.88276
Sum	2345012
Variance	1.1226762 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3386	50.1%
1	894	13.2%
2	428	6.3%
3	253	3.7%
4	185	2.7%
5	132	2.0%
6	113	1.7%
7	77	1.1%
8	71	1.1%
9	49	0.7%
Other values (414)	1165	17.3%

Value	Count	Frequency (%)
0	3386	50.1%
1	894	13.2%
2	428	6.3%
3	253	3.7%
4	185	2.7%
5	132	2.0%
6	113	1.7%
7	77	1.1%
8	71	1.1%
9	49	0.7%

Value	Count	Frequency (%)
825215	1	< 0.1%
170527	1	< 0.1%
98215	1	< 0.1%
96112	1	< 0.1%
60270	1	< 0.1%
54184	1	< 0.1%
48352	1	< 0.1%
45663	1	< 0.1%
44449	1	< 0.1%
42442	1	< 0.1%

Interactions

Correlations

	achievements	average_playtime_2weeks	average_playtime_forever	dlc_count	estimated_owners	item_id	linux	mac	median_playtime_2weeks	median_playtime_forever	metacritic_score	negative	peak_ccu	positive	price	recommendations	required_age	user_score
achievements	1.000	0.124	0.273	0.310	0.097	-0.103	0.027	0.000	0.124	0.260	0.173	0.215	0.186	0.289	0.207	0.275	0.040	0.000
average_playtime_2weeks	0.124	1.000	0.317	0.174	0.092	-0.076	0.000	0.000	1.000	0.211	0.225	0.340	0.391	0.363	0.137	0.350	0.160	0.000
average_playtime_forever	0.273	0.317	1.000	0.252	0.428	-0.127	0.000	0.000	0.317	0.948	0.271	0.550	0.530	0.591	0.132	0.505	0.119	0.000
dlc_count	0.310	0.174	0.252	1.000	0.089	-0.066	0.014	0.000	0.174	0.222	0.210	0.259	0.257	0.310	0.217	0.284	0.079	0.000
estimated_owners	0.097	0.092	0.428	0.089	1.000	0.115	0.122	0.088	0.076	0.000	0.185	0.617	0.621	0.695	0.051	0.608	0.122	0.000
item_id	-0.103	-0.076	-0.127	-0.066	0.115	1.000	0.109	0.103	-0.076	-0.113	-0.245	-0.280	-0.166	-0.249	-0.206	-0.259	-0.077	0.000
linux	0.027	0.000	0.000	0.014	0.122	0.109	1.000	0.654	0.000	0.000	0.091	0.000	0.004	0.023	0.021	0.041	0.042	0.000
mac	0.000	0.000	0.000	0.000	0.088	0.103	0.654	1.000	0.000	0.000	0.074	0.000	0.017	0.026	0.021	0.028	0.061	0.000
median_playtime_2weeks	0.124	1.000	0.317	0.174	0.076	-0.076	0.000	0.000	1.000	0.211	0.225	0.340	0.391	0.363	0.137	0.350	0.160	0.000
median_playtime_forever	0.260	0.211	0.948	0.222	0.000	-0.113	0.000	0.000	0.211	1.000	0.214	0.464	0.437	0.507	0.140	0.443	0.094	0.000
metacritic_score	0.173	0.225	0.271	0.210	0.185	-0.245	0.091	0.074	0.225	0.214	1.000	0.399	0.365	0.435	0.299	0.471	0.196	0.000
negative	0.215	0.340	0.550	0.259	0.617	-0.280	0.000	0.000	0.340	0.464	0.399	1.000	0.623	0.857	0.126	0.735	0.205	0.000
peak_ccu	0.186	0.391	0.530	0.257	0.621	-0.166	0.004	0.017	0.391	0.437	0.365	0.623	1.000	0.731	0.244	0.676	0.172	0.000
positive	0.289	0.363	0.591	0.310	0.695	-0.249	0.023	0.026	0.363	0.507	0.435	0.857	0.731	1.000	0.196	0.841	0.201	0.000
price	0.207	0.137	0.132	0.217	0.051	-0.206	0.021	0.021	0.137	0.140	0.299	0.126	0.244	0.196	1.000	0.345	0.113	0.000
recommendations	0.275	0.350	0.505	0.284	0.608	-0.259	0.041	0.028	0.350	0.443	0.471	0.735	0.676	0.841	0.345	1.000	0.224	0.000
required_age	0.040	0.160	0.119	0.079	0.122	-0.077	0.042	0.061	0.160	0.094	0.196	0.205	0.172	0.201	0.113	0.224	1.000	0.057
user_score	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.057	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	item_id	item_name	release_date	required_age	price	dlc_count	windows	mac	linux	metacritic_score	achievements	recommendations	supported_languages	full_audio_languages	packages	developers	publishers	categories	genres	movies	score_rank	positive	negative	estimated_owners	average_playtime_forever	average_playtime_2weeks	median_playtime_forever	median_playtime_2weeks	peak_ccu
0	0	Counter-Strike	Nov 1, 2000	0	10.0	0	True	True	True	88	0	122770	['English', 'French', 'German', 'Italian', 'Spanish - Spain', 'Simplified Chinese', 'Traditional Chinese', 'Korean']	['English', 'French', 'German', 'Italian', 'Spanish - Spain', 'Simplified Chinese', 'Traditional Chinese', 'Korean']	[{'title': 'Buy Counter-Strike', 'description': '', 'subs': [{'text': 'Counter-Strike: Condition Zero - $9.99', 'description': '', 'price': 9.99}, {'text': 'Counter-Strike - Commercial License - $9.99', 'description': '', 'price': 9.99}]}]	['Valve']	['Valve']	['Multi-player', 'PvP', 'Online PvP', 'Shared/Split Screen PvP', 'Valve Anti-Cheat enabled']	['Action']	[]	NaN	198387	5135	10000000 - 20000000	10524	1733	228	733	13230
1	1	Rag Doll Kung Fu	Oct 12, 2005	0	1.0	0	True	False	False	69	0	0	['English']	[]	[{'title': 'Buy Rag Doll Kung Fu', 'description': '', 'subs': [{'text': 'Rag Doll Kung Fu - $0.99', 'description': '', 'price': 0.99}]}]	['Mark Healey']	['Mark Healey']	['Single-player', 'Multi-player']	['Indie']	[]	NaN	55	23	20000 - 50000	15	0	15	0	1
2	2	Silo 2	Dec 19, 2012	0	60.0	0	True	True	False	0	0	0	['English']	[]	[{'title': 'Buy Silo 2', 'description': '', 'subs': [{'text': 'Silo 2 - $59.99', 'description': '', 'price': 59.99}]}]	['Nevercenter Ltd. Co.']	['Nevercenter Ltd. Co.']	[]	['Animation & Modeling']	[]	NaN	57	25	0 - 20000	0	0	0	0	3
3	3	Call of Duty: World at War	Nov 18, 2008	17	20.0	0	True	False	False	83	0	35258	['English', 'French', 'Italian', 'German', 'Spanish - Spain']	[]	[{'title': 'Buy Call of Duty: World at War', 'description': '', 'subs': [{'text': 'Call of Duty: World at War - $19.99', 'description': '', 'price': 19.99}]}]	['Treyarch']	['Activision']	['Single-player', 'Multi-player', 'Co-op']	['Action']	['http://cdn.akamai.steamstatic.com/steam/apps/5147/movie_max.mp4?t=1480110865', 'http://cdn.akamai.steamstatic.com/steam/apps/5253/movie_max.mp4?t=1480110878', 'http://cdn.akamai.steamstatic.com/steam/apps/5254/movie_max.mp4?t=1480110891']	NaN	38439	3363	2000000 - 5000000	2558	21	1002	26	595
4	13	Runespell: Overture	Jul 20, 2011	0	10.0	0	True	False	False	69	35	194	['English']	[]	[{'title': 'Buy Runespell: Overture', 'description': '', 'subs': [{'text': 'Runespell: Overture - $9.99', 'description': '', 'price': 9.99}]}]	['Mystic Box']	['Mystic Box']	['Single-player', 'Steam Achievements', 'Steam Cloud', 'Stats', 'Steam Leaderboards']	['Adventure', 'Indie', 'RPG']	[]	NaN	272	93	50000 - 100000	72	0	117	0	3
5	14	Dead Mountaineer's Hotel	Oct 28, 2011	0	8.0	0	True	False	False	0	0	0	['English', 'German', 'Russian']	[]	[{'title': "Buy Dead Mountaineer's Hotel", 'description': '', 'subs': [{'text': "Dead Mountaineer's Hotel - $7.99", 'description': '', 'price': 7.99}]}]	['Electronic Paradise']	['Akella']	['Single-player']	['Adventure']	[]	NaN	35	66	20000 - 50000	0	0	0	0	0
6	16	Vertex Dispenser	Jun 10, 2011	0	10.0	0	True	True	False	70	12	0	['English']	[]	[{'title': 'Buy Vertex Dispenser', 'description': '', 'subs': [{'text': 'Vertex Dispenser - $9.99', 'description': '', 'price': 9.99}, {'text': 'Vertex Dispenser - Four Pack - $29.99', 'description': '', 'price': 29.99}]}]	['Michael Brough']	['Michael Brough']	['Single-player', 'Multi-player', 'Co-op', 'Cross-Platform Multiplayer', 'Steam Achievements', 'Steam Cloud', 'Stats']	['Action', 'Indie', 'Strategy']	[]	NaN	22	9	0 - 20000	20	0	20	0	0
7	17	PT Boats: Knights of the Sea	Oct 28, 2011	0	7.0	0	True	False	False	0	0	0	['English']	[]	[{'title': 'Buy PT Boats: Knights of the Sea', 'description': '', 'subs': [{'text': 'PT Boats: Knights of the Sea - $6.99', 'description': '', 'price': 6.99}, {'text': 'PT Boats Gold - $10.99', 'description': '', 'price': 10.99}]}]	['Studio4']	['Akella']	['Single-player', 'Multi-player']	['Simulation']	[]	NaN	19	19	0 - 20000	0	0	0	0	1
8	19	PT Boats: South Gambit	Oct 28, 2011	0	7.0	0	True	False	False	0	0	0	['English']	[]	[{'title': 'Buy PT Boats: South Gambit', 'description': '', 'subs': [{'text': 'PT Boats: South Gambit - $6.99', 'description': '', 'price': 6.99}, {'text': 'PT Boats Gold - $10.99', 'description': '', 'price': 10.99}]}]	['studio4']	['Akella']	['Single-player', 'Multi-player']	['Simulation']	[]	NaN	12	13	0 - 20000	0	0	0	0	0
9	20	Orcs Must Die!	Oct 11, 2011	0	10.0	2	True	False	False	83	27	5406	['English', 'German', 'French', 'Italian', 'Spanish - Spain', 'Russian', 'Japanese', 'Polish', 'Portuguese - Brazil']	['English', 'German', 'French', 'Italian', 'Spanish - Spain', 'Russian', 'Japanese', 'Polish', 'Portuguese - Brazil']	[{'title': 'Buy Orcs Must Die!', 'description': '', 'subs': [{'text': 'Orcs Must Die! - $9.99', 'description': '', 'price': 9.99}]}]	['Robot Entertainment']	['Robot Entertainment']	['Single-player', 'Steam Achievements', 'Partial Controller Support', 'Steam Cloud', 'Stats', 'Steam Leaderboards']	['Action', 'Indie', 'Strategy']	['http://cdn.akamai.steamstatic.com/steam/apps/256729815/movie_max.mp4?t=1537484192']	NaN	6779	251	1000000 - 2000000	373	0	240	0	25

	item_id	item_name	release_date	price	dlc_count	windows	mac	linux	metacritic_score	achievements	recommendations	supported_languages	full_audio_languages	packages	developers	publishers	categories	genres	movies	score_rank	positive	negative	estimated_owners	average_playtime_forever	median_playtime_forever	peak_ccu
6743	8510	Yar's Revenge	Apr 28, 2011	10.0	0	True	False	False	56	12	0	['English', 'French', 'German']	[]	[{'title': "Buy Yar's Revenge", 'description': '', 'subs': [{'text': "Yar's Revenge - $9.99", 'description': '', 'price': 9.99}]}]	['Killspace Entertainment']	['Atari']	['Single-player', 'Multi-player', 'Shared/Split Screen', 'Steam Achievements', 'Partial Controller Support', 'Remote Play Together']	['Action']	[]	NaN	42	25	0 - 20000	18	18	0
6744	8513	Renegade Ops	Oct 26, 2011	15.0	2	True	False	False	76	16	778	['English', 'French', 'German', 'Italian', 'Spanish - Spain']	[]	[{'title': 'Buy Renegade Ops', 'description': '', 'subs': [{'text': 'Renegade Ops - $15.00', 'description': '', 'price': 15.0}, {'text': 'Renegade Ops Collection - $16.99', 'description': '', 'price': 16.99}]}]	['Avalanche Studios']	['SEGA']	['Single-player', 'Multi-player', 'Co-op', 'Shared/Split Screen', 'Steam Achievements', 'Full controller support', 'Steam Leaderboards', 'Remote Play on TV', 'Remote Play Together']	['Action']	[]	NaN	2151	373	500000 - 1000000	93	121	4
6745	8514	Blade Kitten	May 22, 2014	3.0	3	True	False	False	52	20	842	['English', 'French', 'German', 'Italian', 'Spanish - Spain']	['English', 'Spanish - Spain']	[{'title': 'Buy Blade Kitten', 'description': '', 'subs': [{'text': 'Blade Kitten - $2.99', 'description': '', 'price': 2.99}, {'text': 'Blade Kitten: Hollow Wish Collection - $6.99', 'description': '', 'price': 6.99}]}]	['Krome Studios']	['Krome Studios']	['Single-player', 'Steam Achievements', 'Steam Trading Cards', 'Partial Controller Support', 'Steam Cloud']	['Action', 'Adventure']	['http://cdn.akamai.steamstatic.com/steam/apps/2036823/movie_max.mp4?t=1447368141', 'http://cdn.akamai.steamstatic.com/steam/apps/5902/movie_max.mp4?t=1447353494']	NaN	830	176	100000 - 200000	166	195	1
6746	8515	Garshasp: The Monster Slayer	May 9, 2011	5.0	0	True	False	False	49	36	217	['English', 'German', 'Polish', 'Russian']	['English', 'German', 'Polish', 'Russian']	[{'title': 'Buy Garshasp: The Monster Slayer', 'description': '', 'subs': [{'text': 'Garshasp: The Monster Slayer - $4.99', 'description': '', 'price': 4.99}]}]	['Dead Mage']	['Digital Dragon']	['Single-player', 'Steam Achievements', 'Partial Controller Support']	['Action', 'Indie']	[]	NaN	171	183	50000 - 100000	0	0	1
6747	8516	Garshasp: Temple of the Dragon	Sep 24, 2012	5.0	0	True	False	False	0	0	0	['English']	['English']	[{'title': 'Buy Garshasp: Temple of the Dragon', 'description': '', 'subs': [{'text': 'Garshasp: Temple of the Dragon - $4.99', 'description': '', 'price': 4.99}]}]	['Dead Mage']	['Digital Dragon']	['Single-player', 'Partial Controller Support']	['Action', 'Indie']	[]	NaN	41	90	20000 - 50000	0	0	0
6748	8517	Haunted House	Oct 12, 2023	20.0	0	True	False	False	0	25	0	['English', 'German', 'Spanish - Spain', 'Portuguese - Brazil']	[]	[{'title': 'Buy Haunted House', 'description': '', 'subs': [{'text': 'Haunted House - $19.99', 'description': '', 'price': 19.99}]}]	['Orbit Studio']	['Atari']	['Single-player', 'Steam Achievements', 'Full controller support', 'Steam Trading Cards', 'Steam Cloud']	['Action', 'Adventure']	['http://cdn.akamai.steamstatic.com/steam/apps/256964513/movie_max.mp4?t=1692381212']	NaN	12	2	0 - 20000	0	0	0
6749	8519	NightSky	Mar 1, 2011	10.0	0	True	True	True	78	22	263	['English']	[]	[{'title': 'Buy NightSky', 'description': '', 'subs': [{'text': 'NightSky - $9.99', 'description': '', 'price': 9.99}]}]	['Nicalis, Inc.']	['Nicalis, Inc.']	['Single-player']	['Casual', 'Indie', 'Strategy']	[]	NaN	821	112	200000 - 500000	47	34	0
6750	8520	The UnderGarden	Nov 10, 2010	1.4	0	True	False	False	67	0	0	['English', 'French', 'German']	[]	[{'title': 'Buy The UnderGarden', 'description': '', 'subs': [{'text': 'The UnderGarden - $6.99 $1.39', 'description': '', 'price': 1.39}]}]	['Artech Studios']	['Retroism']	['Single-player']	['Casual']	[]	NaN	54	29	20000 - 50000	21	21	0
6751	8521	Spiral Knights	Jun 14, 2011	0.0	1	True	True	False	64	54	191	['English', 'French', 'German', 'Spanish - Spain']	[]	[{'title': 'Buy Spiral Knights', 'description': '', 'subs': [{'text': 'Spiral Knights: Guardians Armor Pack - $39.99', 'description': '', 'price': 39.99}]}]	['Grey Havens']	['Grey Havens']	['Single-player', 'Multi-player', 'MMO', 'Co-op', 'Steam Achievements', 'Steam Trading Cards', 'In-App Purchases', 'Partial Controller Support']	['Action', 'Adventure', 'Casual', 'Free to Play', 'Indie', 'Massively Multiplayer', 'RPG']	['http://cdn.akamai.steamstatic.com/steam/apps/2029772/movie_max.mp4?t=1447359212', 'http://cdn.akamai.steamstatic.com/steam/apps/2029059/movie_max.mp4?t=1447358466', 'http://cdn.akamai.steamstatic.com/steam/apps/2028130/movie_max.mp4?t=1654550580', 'http://cdn.akamai.steamstatic.com/steam/apps/80868/movie_max.mp4?t=1447354244', 'http://cdn.akamai.steamstatic.com/steam/apps/2028269/movie_max.mp4?t=1447357215']	NaN	18888	3617	2000000 - 5000000	2035	92	195
6752	8522	Puzzle Pirates	Aug 31, 2011	0.0	0	True	True	False	0	220	0	['English', 'German', 'Spanish - Spain']	[]	[]	['Grey Havens']	['Grey Havens']	['Single-player', 'Multi-player', 'MMO', 'PvP', 'Online PvP', 'Co-op', 'Online Co-op', 'Steam Achievements', 'In-App Purchases']	['Adventure', 'Casual', 'Free to Play', 'Massively Multiplayer', 'Strategy']	[]	NaN	1394	340	200000 - 500000	360	540	119

Overview

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